{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# if the data_creation pipline has properly been done, \n",
    "# you can visualize the various parts in this notebook\n",
    "\n",
    "import cv2\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import global_variables as gv\n",
    "from render_wt_pt_proj import run_proj\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# key parameters\n",
    "dataset = 'pascal3D'\n",
    "class_name = 'car'\n",
    "subset = 'imagenet'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8490523e50>"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Cm2KgZbRmlhtu7pbMRm7keXS9izYBgzRkXkyQuoa0S2RANOJAVFGOI4K6Julr\naqAmwDap46bKsVaSJG2MLrFSUVlJVm6xkjlxSFRFLqbsFDU9Y3n6ouLpC58liZzgzbanJGlIpaeE\n4YibVxNmswLKklbkGmI3zbAypBrdYJAkBKEiTTrIrht8xElMvbMFO1sUTQM32mVWXMWJkBUpk6nh\nuRNjEFDrmnlRc/GqS5996dqmm8O2FSurq/RX1vjGt15a3vDBYIXVjZjNGzmXL43Q+nGUlXTjjLsT\nJ/xn3vUQa+vrVMyRgavH0j9+kr/19/4XAPREMNzc46/83H9MLA2tSJLrkCYQwB2nMkxvXKUWHfbm\nMyZFwdbWlK994RkAPvTBB3ng3g1OH/9hjBZEcUSUJgRRhNFuI0VZUhrjAgqlxFSG3Fbk2t23QLl0\n7KoCrEFIgdE1eVMlGpxI1dZisO59Y7B6v9je4jPgMp213n+wC7OfkWOtRYv9ufbbReqWFF6jD7y+\n+LxEWCdcURKSJl2qUkPitlPN5ghjyE1Bf2UdXc3ZvJ4z6IKeL4pWCurZBKslN3eHhEHNdDKj33Pd\ns9ftE4Yh8/kcLWukkKSZKxwJUJeGS5cuszZYIa9z0iSktjXtJF1ax7CfiWStZV4VlGVF2aQsr62u\nM9mp2L12ibI+yvs+8D6eefJrGJmRNiEjPVsSpT12N3f54ks3ybKIh96dsNEsDVJVc7CCzZsTQGDJ\nWVntUesSO92vDl7X9WuqqvxWwGvYW0vDPsc/f9X39k888G6vYV7DXqZh9jX4tN4caieg18vIspCw\nuSKdVLLSzhhrqEWbSb7H0VZFp6NQget03VaLncs3UabA1BFZlJBPpmxPXbBjGLYIizEr7ZSaiF4m\n2bq5zWguqYWrU6OSYwyv3ySZKla6x/jwe49z5u7j/PFnXSDgD//so2Rpn63NIXU5pNcdUJWa/vqA\nsMm2EUKgtWG4O2dvb8je3ghEvrRa+/0+G6sbt1SBdgX5NNOZc1kaAr729acQtVjWOImDgI+9727A\nFchTKiBJomVKdJIkzGeNtbiyymw+JXiXq6ybJAm6dNepTJoMoLJy26ZDVWusMcxHNT/3n/4kAJYK\nqWBaSGR7jZ1S875H7uGpp56mbKoVB2NN1D3G7rzgK8++RKIsgyzlL/znP+ru29oalQpR8wpjrLOm\nDNTGLjtEVVfUC9e1ccGii+rDwKL8D9ZapIC6cUmrIKQoDhTUC5zILIMSb6tr8lrqnLxWFlq2L2qW\nutRcuH6RVqfHkROultJDP/ARPv1v/xBrJhgSVBQRq5TcFCCqxVcJAsXOzs4ylf3EiRMUxUK0XRXi\nKI4RKiNUoQvmtIt27opGbqxf8CQGAAAgAElEQVSv85WvOgszbFzx+9cCaKpSSyVQYUgUJ8s2OlhZ\noSi2yXPD3qXL7G1v8f5HHmG4fZXdZokL292gmO+RdkKCYkQUtiiLgtHI1bnp91ro2tDpZCRpynw+\ndkuupBnNrafT6VAUxTJN/22D17C3lIa9FuJB12uY17CXadjBY/tuvCkGWkqFdDoZ7Y4kzVynbA1i\norTHqWjOxz94PyETCtvCJIKsqSR8ZpBxeu0o89EW5XxIpELy2Zz33nsWcOPRbnSasydPI7KUbqeD\nUj3y3eex1l2kSMWM7znGww/PGe7u0FYdZrVgy3nMWVk/yY2b29hQsTNOOP/sdbKsy3pZ0us0xes6\nHZI0ZnWtIAgzev0NilwuXeJhGIJIUGFEFIbESUgURbRabXSTAWOl4OjRBzi20UXrerko54JFpWWt\nK1dcr6rZGu7QXltpzhXiMHLLfQSBm9vPLLWwhDO3jyRzVY4xJZECkNQ2oWp2I5XBmpqNNKCoZwRU\nfOtrT/P+Rx7hm9/4JgB5q+LS9pivPvZl7jvnMnk+9sM/jFHOeq5kwO5whsK5qBGSWhuKsqIs9qsV\nu0rEdlks8KBIHVzqwli97LjFXDNv1oDrdrtI4bajtSZohPuVhGmxn8MmDBK6azE/9LGP8/WvPwfA\n2qlT/Ac/9WOcOXWaX/jbv4hAI4iR0tB4vAkjhQwkm1ubYC2dTme5RAmwTIm31hCKmLKssbaiP3Cx\nL9PJnHa7zfUbNwhDF+tDEDZtxu1Dyv3U+IOL3y6u9dbWJv1Bm6tXt1g/0mM2Lfns57/KydMrnLzr\nDAAvPPc8tpZMJpucPn2caztjhsMhYVOhPIliBoMBWmvyfEqe5/R6bUbj0bL6dxiGpGm6FOC3C17D\n3loa9pqwXsO8hr1cw14Lb4qBVl3VjLe3ePHihNGVxwE4ttImJaJ3zwmeuDBCTXbpypL1jQ3uOetE\nKO1AIAM6G2uMxTqjomDn6g2yFVejppWm7O3t8eRLl1Fzd4GiKKbVCchai7TSklB1UbLNar+NDi0v\nXNpiZ8d1xl/9x7/GD33040gl6WSaU0ffTVkYdJAzLl0qb7E7pJWnDFZa3HPmFHVeUXVWSRt3bigr\nZkWAEK7EfxZPmM1yKp0TZ84qrSY7SBkynOUEgWjqv+Rc33Y398K1S1x8acru3jZ5UbhKyPmkKRKI\nCwgsKrQxGG3QpgYs1oLRB2IChEDoisXK6rrWSzEUUjqzIagap6gBm2J/4/fJMne9zhzNCCPJI++5\nn+nelD/5kY8ytRmieW7WukTUFisMGpcCW+sKa2vCaLHsiEQ1y2y49c809YG1xGST+usER1KXmp2t\nHbAsLcpep+OWO0kShAiwFUgMUeSOfDIpidsZ8/mcVquFrutlIbyDQuYKL7oHQNzEziwE7eAaZQfX\nLFsW1GPf4rRYdncnFAY+/7nHWDl6HwCl1eRTy/PPvYjWOcooJnpMZGOS1N1bXeTs7Oxw/fp1giBY\nTi2IRRp4GmOsZT6bUUxch0+SlHzuLvr169ddoUcheOBd93P+2efQVbEUbneAAdYKsAsrTDbBHk2K\ndz2n3+8xmUwp8ilRHJPPcs5/q2J7y00vrR8dcLaXcfUaTHcnFHrKaKLoJO48hsKwO9ohS9sEUiGA\nzc1d4jjC1O7hEtoWoqzQb7PK8F7D3loa9trurfYa5jXsZRrG97OOlhDiRWCMc5bW1tpHhRArwG8A\ndwEvAj9hrd39DtsgL2ekYcCN0nWGOYru2gqrCh481uaB0/dTmJrJZMK8OeFiWoF1i7nGZUBgIY2d\nxQXQjQM2+utEcURhS6xxBfFMU16/2TkqyN1in1IQlJp7T2Tc9eceASDVK9SFIZIJKrYU+QxrLIN2\nmyPr6wC00qypFKsIlGXChD67hJEbrQdxi0ptM59pdnYKtiYpN29ssbm5yWjqzuUDD97NxiCk2C2X\n62yd39zi9z/trIoLz/4xtgwo5mMsru5KbcqlxSkDSYBw1h6AMERh1HSixm3arFklrbM0FwumHqwi\nbC0EogXCvR+lNSpQHB24le1rLbnnzDlGoxHvfu/7iZIWuV4EXLo10YQQIPYXY621dgG/S+NWURlX\nOHFvb49FdeOleBwQEiEEO8Mh1hjyPKczcHEppulgxjghjjPBg++5l63NZsmQPYu2rhOXZUnwHaxB\nIcTSSlrWeoFbjuHgz29HksZ86AMforBwbM2J+enVmKqj+eJjLxEEMNzZJYwUZm7o9nq3bHcymWCF\noNJuCYggbKZLdE1duSmToKnCPZ1O2N11XWpzc5OVlRWCNHUxELVGReEtFrbALgXJvWSb//bjDq5c\nuYpSAUVZEEZhU0V6yiIm9ulv7HJlrc177ruXI1FA9cwF0ihmVDrXST01RGGI1iCsoCoLsixjuDdk\nt3bH/fTlIcJaqtewIOthcif0q9mO17C3kIa9FuqmxpTXMK9hsK9hk/mrNxbvlC/yY9baR6y1jzZ/\n/zXgD6y154A/aP72eDyeNyNevzwez6FxWFOHfx74aPP7rwB/CPw33/7jgqjbotdK+I8+/l4AksyV\ny7++XdAKLVdubDPX+haXaZK54EpjDNsL626eI5pFTOXMraclLGSNCzKKIuIoXQayWWvp9TvEcUwU\nRsznU9IoBNUEYaIJopCol7GuNijKPU6dPEGk0uXIXOOyPmRmmGjLEy9c4PEnpuyORgBcv7nF5tVt\ndnZ23JpadoczZ+5CSsnlqy8C8Gv/eML/8Ff/C87dcxKja5I4AmN49slvABCKMTvXNokCN7dfzUtk\nIAgWFormlnlrawT1YvkDs5hbdq7QQChsbRFS4lYjW3zHYo3GBot0ZMHxjfswxrDSPQnAsTN98nzG\n/fffR7ZyjLx2dVeaxeSRUiytO611k9LrpgMWBIGlKAqUmpPnuVvA80BA6MLVvbBUgyAgShVRlpJ2\nnLcgr0qiUDb7MYggY7BxnBcuu6mQ4SRHycqVoRACo799AOxiH4s4iKUr/bUEolqLiCWdQZtHHniA\n4chVyy5EF5VlfOvpP0aIijyfIYXESsGxo0eXX5dCsru7ixDgln21zJv7RxM/oI0hQDKZTNjb21su\nvjsYDJhMJmz0+2xvbdPpdJbLfHy7812cnzmQyVSWJWtra8zn8+b+KGytGe+6axomGXpu+eJXnqTT\nTbnv6DG6KwNubLnFZ4kjZ5nHEWurq6jAWbjdXsZKU1X52Pox8umM8WzKb7/6q/v95jXqF3gNe2tp\n2GvBa5jXsFfSsC996vsbDG+B3xNCWOB/s9Z+Ajhirb3WvH8dOHL7l4QQPwP8DEC73eOPPvcUSkQ8\ncdEtPVFWNYiIwJZIDKV28/CBlBRNYF1tbxAFClNrogMdlGbdJ20WK5ZbjAoo8jmhUihh6Q82AFhd\nO8bVm0OsdS7ioiqRdr+WidIltr3CM199kp/+yQ/xI3/mxxB1hajGiNS51V/arfjyN1/gM196muef\nepbpaM7JVTh1wp32w0c2SO45SahOIYVhWpZMKvjG177K5MaLAKx0N/h//tVv89f/+59nuFPS7XS4\n71SJrF1DzJkQBQlGwbQyyCAG3JQDNHVO6noZLGglVEXhur1yDUQFMSCwgUtPNcY0azi5aQqta4y2\nGBRWa+46dRc3di7x4P3nWDudLW/2yVMnOXLsFDszKPOSUCkMi2UtnCu/rOpmoFU1sQH7jdJoV8Sx\nLEuyNGU2n98SPHpQ0GqtydotjNbIIFhOl0RhiMQtsCqFZTYr+YPf+wJaN8GqRkDg3M7BgWBV10b2\nxce9tp8mfdBVfbvb/TtiBdoarl+7xjNPP8dO3rj8c01VzYhmOUFgqKqKQEhsmHFs3cW22FpAYKhN\nSGWmEEQIFaCbJUPy8QQhJbquuba1zd54zMraKoMmiHiyNyaOIvI8x0pYXV1jcvHiMvNr/1wMxur9\nh1LzmrtehiRJKIqCunbLLPV6PffwbfzeKqjQ413CMGI6nPP16SXUhYs8/IBb6iVNQ8qyotaaqnJL\nZ3Q7XYbDPW5M3LWULUsSdRDitcXJHCLfk36B17C3sob93X/wdzhx8h52ZoIynxEqRV01C3lLlwSw\n0LCiLL2GeQ17mYYhX/3w6U4MtD5irb0ihNgAfl8I8czBN621thExbnv9E8AnAFbWVm0s54hgj3bU\npBvH0TJLAyzd2N0EJcSyU9lAYmtN7UyhZTkBt5DpPkIIbGHotdqsrq3Saa+CdNuorMDMKqIo4i/9\nxZ9GZJJf+aVfpmjiDsL+Ks999nP83j//RS5Pd4nqOblM+NpOxid/09nkTz/xBBsrXd5zosWf+Pg9\nlPMRtrexbNxFWWKVpLASayRjK/nDP/wj9q5cdscOzKbXuXkj5D0PP8gffeZLTGdzqjzn6DFnfb14\nJSRNwISiCWasG4t2EchoENL91MZ1NBW61mWMK6KHVkgpqQrt4hiCEAyuZgpubbBQhQgk9913H9Pp\nlA9+4EP0WxmtzBXqi1TGqTP3IcOQcF5gZEBVVstz1dpl0GDdgrLGWODW4E2tNRYDGLSpljEaBxrH\noo0gGg8ZgTwgMiCs+99SSEwJlWQZJmkNum5Wuj9QXM7a/bTmfbHaF6GDYnl7G/pOrwvhrt8Lzz6H\nsQKp3cMlspbQWrQowUisEYBBJDGnj7naLWaaM5qOKCpBFLtFTPM8p2wy80xZs7e356y0+Zyk3eLE\nqZMMh0PABRGnImFWFKw2lmEQBMssr/2ztU2My35Q8eLUhRAURcFsNmN1dZXxeLxMYVZN5WVTN4Ku\nK6SpocqpAsXXn7kAwMmjPY5sbFBVNbt7u9S6hTCWutZ0msrdobCUszFx3HrF6/kG8D3pV/Oe1zCv\nYV7DeGdq2KuvonUHBlrW2ivNz5tCiH8JfBC4IYQ4Zq29JoQ4Btz8jtvQgtFmTRgm1PXe8vWiKJBC\nEIYRs9kMEUiQwdI9m5cVtq5RcuFCN7cI1MINLbC0Wm3WT5yBMKI2iUsdBoIoRAUJuzs7/Mqv/TPS\nfshsVrLSdw3o85/+Q37l7/9Nbg5fwsgetBM+/YUn+PVP/j5Hu86d/eMfuRcla0ayy7bR0DlCKwya\nDgoiCqnykla/y9XNHb70xa9y48LTJEJx4qSzSgMh2bs5ZWtrCyklW1tbhFgefu9xAM5ffInSXsGU\nIUqpZZG/g+nEiyDIuglIXwRGLtJSq6qiKIr96yLEgeUu3PtSBjxw//3s7u6yvr5Bp58RtrsMt51F\n+egPPMjWzpyjJxLq2gnS7WnNdV2jjROjg1kyi884kdJuSYoix972GJNNIP3CLbz4biD2XeLOyrnV\nqpPiYEq1JQzdCvUupfw7u90PZufc/t5i+6/khj8oAiESTEUgDPLApowxGCFcargQjUVrWWsCka/s\nnkfXNdYYF3TbTMcusrGqec6RI0eYzmaU8znTfM7NmzdZXXN1blZ6fS48+xyllFRVxd5wl0F/wObm\n5n6g8YEA2cXUwiL7aHFPFm1o8f54PKbX691mUe5PDUfUEEjK0kWavnS15NLlazz88HtQsXK1kJp7\nUE7z5b7DJGE83l/o9o3kTugXeA0Dr2EH8Rr29tewbzegfSVe10BLCNECpLV23Pz+p4C/Afwm8BeB\n/6n5+a++03YMmlpNKfUIJZp0UV0TqIAwcNVk06yFacXOhdtc7H4cMZ5MsWWNnsyxBoQIMHoRMGTR\n2hAqxZEjRyGIQTb1L5pWVNQTAqNotSPKeko8UrTilG99zaVoP/lb/4Rn59fZHdast2v+9m98im89\n+Tz/zkNnKJpOsWtqOp1VwtmULAgJpaQoWa7BZI3EpAmPP/EUn3vsMdgdcc/JFbYmIyLlsjaGw2tY\nYfj1X/+nvO+9j6JUxOmjR/n4ihOjf/07z2B4iUhGt2XY3NpRF67WRafSTaMH11mUUrc00vl87pZe\nALIs4+zZs0wmE87efZa77jpL1JFc3dzmYx/6KACTco6QHUazKfPZjEAFt4mUu+Zl44YXYj8r6GCH\nQFikFJRlhRC3NkNxoFM4C8Yuf781m+ZgijPLKQgA2dzf/Wu0cKG/XGgO1qe53eq7XWBv5+DnjbFY\nUyGkpm7cytZarLRIC1WzmjwIqrpernkmpFvWoSgLQmWYTafMZrPlfTtz8hSTyYROu41OU7K6QoaK\nnW0XdxAFigff8xBff+pp9oZDgiBkdWWF7a2t5TSFPRj7Ym0jguUt4h1FEXEcMx67ZS8WFZAX33MP\nRru8j4VMEXVNoJ0A7e0ZOr0Vtnd20XVBcjQkVgpjaFL1od1pk8+mtFpvfMHSO6Vf4DUMvIbd0ra8\nhr3tNey11DV7vR6tI8C/bE5CAb9urf0dIcRjwD8TQvw0cBH4ie94EEpx+tQpptMpukm9nUxGhFHA\nytqAoiiYz+cYE4IwBIFrMN1OQpwmTLd3mc7mGCxZnKCawLuyyJnPc+69+176G6epZYugCCnslLBp\nrFIYVJgCmuHeDloZLj31DH//b/xVAB4fXobckrU6/Npvf5nnv/J1Hn3kXRhRsXDydmUMpcHKmFoI\naiGwtkY06ydtX5vwuS98ifPf/DqtWJK1A7aGU9K0jRDOvR9HKbW0fPWx5/nID36Y4TaMZ9eZD10j\nWl8TbF/fIAjKpQV2+402xiwLwy3crgc72GKkv8BZUHLp3r33nnsQ1i1lcPf9d1PXBbvDmrMnzzGr\nFh2qxTwfMlg5jmW8tCKMXRSPs9Ta3FLAbyGWt8QLCItpFk0NArkUUAB74Puu6Om+e/jgsR/UE2Ps\ncjvufUEQOBe3Wyvs1hTwgxwU+9vFaOGePhike/v7B44CEBi9Px0icIG61tRURY6whqIAmwnyPbc0\niUoMwrZptUNqoxHaEgcha/2V5X2NoggpBFpCqJyFvyiaN5vNePaFCzz8wIN84xtP0RuscP3qVbIk\nZdIs2ooQKKWWD6YgCJZBtsDy4bWIe+l2u0wmE4qiWHoTrLWUtlhalqKegRDUzSVopYZ6XnL1yiat\n7ARb25vofhdTKmTo4mM2Nyduaka8emvwELkj+gVew8BrmNewd5iGmVceuL4Sr2ugZa29ALz3FV7f\nBn7k1W5HSEHUabEzn1CNXafVWjPeGSKkYjweU1UVURhjMbTabr6+LAU3bw4xs4L4wBpq2rqOHbXa\n1EIRpn2CMHNriClLLGNSV1aYOAywKmB3d4vaVlw6f4Nf/lv/LbNmaYGoDJnHCf/nJ3+PJ770PD/w\ng/cz3NshCHpIud/pbplHthapIj71GbcExuNfeoyBEBxfaVHVU7ABWZZhjFm6z6MIlAJpu9x//318\n65nrzPJt2qk71z/5/kf4F//f7xOW5bKB3e5KPihAZVkihHjZ5/I8X1qMi6DPhx9+GIDRaMT6+jrv\ne/8DzKuaIIhoxwknj59mb+aEbD7d5d577+X8+fMEMrrlnKGpOdM09IMidVAsrbUESrigyqb2C+zH\nFtRVdYuw3r6PV2xDYt8dDLzidm/noDC+HvaF8Ttn+rh74q5RN2sxajK6qtqwvb3tFsHtZmA1YRgu\nt7u7u0u73aasakpTkaYpg8FgWV09SRLiOOaZp5/h3Ll7uHHjKpPJlJMnTy7vfV4WDIdDgmC/7S2+\nC/tVu6112VSL+3WwNlBd1xhpkbiHQdCc+74nQBBGhqrKGQ5HlLOYQMT0OpLx5DIAWboOUhOVb/xA\n607pF3gNA69h4DXsnaRhwr76pZzeFJXhkZJxMSdqpcyaCq4A/f6A2XxOGEZUVQ21JokjUuU6R5Kk\nKDVhXIyIohSlQkBgG0tva2ebE8fO0u9vUNoQAolQEClFpFzjD1XAMJ8wHo+4sX2D//CB9zGMdzHa\nVWae5hOev3yDL3z+63z4A6vUuUbbNnHk4jJgIVKSQAq0qcnSmE/+1h9z5cJ5AO7tRAzrLWzYQagO\nCc77enCtJFfRV3DlpT3KsuLFF15A2ymDrgvgfOjdD/Cbn/oCcjpxbtO6WrrL4eXz72EYUlUVeZ4v\nhbCqqmXjX1iTa6urB0RM8Mh730tRjBFByvUbN/j4D/7/7L1prGXZdd/323uf6Y5vfvXeq6G7emKT\nPbBJUSIFyaJmI5ZhyYklK4okSEEsA06AANanDA4SOECMDMjHOLZhBxGkSHYSy3Ig0bFEDZY1kaIo\nks1mk91dVV1dVa/efKcz7iEf9jnn3ve62OrWEBW77wK6q+oO556zz97/s9da//Vf38bpZEpar/Mr\nVy5z48YNojhCl/43Gz4D+Im8CBaLC3jx/BrOQXM+WmtkPR6L5+f9qT/aczgfjj//4HiQh9f8ufhw\nuZjGeCfWqC5/VR4EYOqWHb1ej0cefbRNy+TT1PM8rL9m/0CeP1ziOPak6jynv7FKGPh7K2o17NOT\nUzqdDptb29y4+SrPPPMUr7+2X6dh/BKXUhPH8TyEXnuGeV1+3YTYtdasr60zGo3odrv+d+rvlGWJ\niGsRQeaciOZ6lYx86XcUc3x8zPYTT3FyPCKQBW/s+7l69/AMqw06Tv5Y4/zQ2hLDlhi2xLD3FIbN\nyrc/zn/2zZOWtrSlLW1pS1va0t6j9lBEtJy1hLWWTFnvLGPnyMsZig5SANYipReFq2oCnlQCPSno\nJyscH91la2sTbUpM6cORzzz5DN2VXaaVpdcx9OMAExiCQKDCeieuC8aTI6yyPN6J+a4f/gZ0tAJ1\nWPBXP3eHX/qFT/D8s4+Qa00cCxQlrkyw9Wcqq0l6PaZpxm/9xu9y6+Yb9ELDIPI77RJDP95sPZS5\nx+AYj+sS7CCgqipOpsf84WdfYmM9YpYlrK56z1/mmmEccjzSJCFIEhwLnIBmR16H1LVzdPp9yrKg\nV0cPbP2ZMvc6I+ura2xt7lCm/hy+9ePfSGcr4eSoIj2b8eyTzzJzgiCMuDL0JdqnxyOsERh8uBig\nrEzruVwMrz/oT8+H0Od6bwkxF+RbrPIxriBQ86qb8xyF87wErXXrYTdeVVONQ1M9hcDiFo4xr2Bp\nXms82It8iKbsezEVsNg3bDG8f7HSx5oKMoNVATLpcnVvFaH9vSsmE159/S4Gh9MZ3bjTen/1weh2\nh6huQugCEhUTqRhVkz66W16I0XZhpT9kNjJcf/wa+/f2kTUXSEiBarSZcBgs2mpEINvrUEoRRzFp\nldef92M3Gvkqul6vB6XGNuVI9dg242GlAycROLJcM81TpK1Iq1Uef8TPwd3tTQIFxsCv/d+8a2yJ\nYUsMW2LYewvDvvgHc8mNP8oeio2WFJ4Y55w9L0RWEzLHkxlRFCGcwFjTLsxsViFVSJmnrKyvkuYl\nUdzh6Q9+DIBJqvncl77C889/kCiKsNbW5DvXLqp7d+8yGp/w4r/5DD/30/81Tqygtea0Brpf+vnf\n4PLOFrF0EEfkVQWBorJlG84+Ppvx6hde5eXPf4F+6LgyVJyMJ0Qd/74KQ+RF1eN68mo7X7jgw7Mv\nfuELPPH4o1gXcnzsJ4h1sDEMOTvqICgAO1+AzEPqDSHQ2Fq4UClUPV5NPno4HJLnOTs7O9y6eYsf\n+bEf9uOVTbl/54DNlVUevXKVp558itPCUJXwxp27AAQuQClVV3JIyrL0YfcLXItFTkOzgBc/0wjZ\nPYj/cI64uRCdvah4vEjybN5b5DRc5H22jVbPfUa0lTHNZxZBqlFbbj57MTR/kdvw1cwuhKpDQq4+\nsoss6odYWXF8dEQUhUjpUxeTyaS99JXVVZyDTqfDYODTMHmet+HoxXkQx7E/Z1vyyCOPsFmXT3/+\nxZfaVIaQEm094MaR588IY89dq2rlBuaE5aIoCMOwFZRsbH5P5hwTKR1HR0dc290hTVMGtRr28dmI\n9ZUB2Dk35t1gSwxbYtgSw95bGObc21fSeig2WtTkOgdtdQB5xcrKCv2k59s+VCVmZonjuB20LK3I\n0oxQWQpTkhWaclRw595vAD4fe3XvCm+8+jI3rOP5Dz6PtV7o7o27ftGdHB/z2h9+nt/75D/gLFxn\ndHYfVzp+6p/+vwA8sxWghposUIRIkl7Cyckpf/DSDV6/5clxZjLi0mqftSSj0hVTE7DSC2lSuFoI\nEtno4fgS3qbkV9u5BySlZDhY4dVXX+FDLzzH6azApP79MFR8x7d8A6++chdNClYTd3rtouz3+57o\nVzc/HQQdrjx6mcFgQO10cPPGDaazGVEQ8MQTT7C/f58f/eEf4jStdX+iGIzkcJbzvo8+xaunY6bH\nBbpyBIFXABYmw9ZeUaV9eW1z7jD3mC6WFC8ClFSSIquI4wRfTXMepGQLUhLHeU2hxhbz6nPvbP4Q\nUEphrX7Td8VC9c+DqnAuVkHVTqe/RiXf5PXBecD8aqZ15ZvlSkkgu8TdgGrmH4TTyZTDw0PCbo/J\n+AwVxHQ6HXp9v7BnaYoQXitoOs1wzgNKg2J+/KHUGUFdqRXF0EmStoKrkyTM0tQ/LAqNCJXX56k5\nEtJ571lJhXUOYR1Fnte8G3+9WZa1VT/OOaLQcx3sOYCeA5WvwDNM0hnNiD31xGNYGRKp8quO1dek\nLTFsiWFLDHtPYdhX0TF+oD0cGy385OhGXVTkd5lxb5VQKnJdESY9SqPobte7zkb75WyCsQWm9NUD\n/SCGPhzX2hwdJShmJ7x+ss+3f/u30Y9DtBGk6RlRlQKQZSN+/mf+PmfGMZ4eE4mQf/Irv8Lv/Z7v\nz3V2/DLr61uEQYAIA7Is4+T4GFdlrPZ9aapai9AmQxKQhCFKKrQtCZqFgUA7g5Kq3Y3jHNbMWwk0\n3oyJp9x6PWVza43D033KWp13Z3OdbasJu6vY9JS4s05RztryWGOMV5l2jqefeIr1zSGTcUXc36CY\nnACwtnoJXR2yu3uVV197hX/vr30Pp+kpSccvhtHplOPjU5548mmOXz+krCyisgTOoYwPzVembq1T\nlVgz92wbEGqrbi54e4teVxJ0sBak0lSl8xXFzs270wtTg4FuQeHN4CHAGgIV4Gzd2gKHaLq7m7qs\n2tXlycKnOZwD9wBqYnVMH3gAACAASURBVANYF0P7QgR1OD/07F9nEW7BA7oQwm9sESCdc+jUIDtQ\nTgrObMWa0aTCA78JwJEQxhnDlT1U4L37ydiXNRurUMqilcbVYX9TvZkca7Qj1Tlaa1JbYG7eac8z\nzXw/tjzPiaOovS+qRg/beO3OIrRFKEWhNYMkpKwBJZBQVbrVpynxwN1glDAOiUEIi7WQOUdpK0JV\nkWf1vBAVGIGR766IFiwxbIlhSwx7L2GYewfa8A/FRstZX45ZVRVp5sGjyCxYQ5yEWCPQlaYsc0CQ\np7W42NkIpw2RVOcUfHd2vFLx3Xt3CSPBo9efIogSSlMymmbcvXeLMPIL88e+/ruZ6RNk3uVwNOIr\nd+7xK//yM0xOXgagPD7ljf1DnHP0ViK63Q5rYUCFpMrqhqf1TWt2yZWrENKdy7Uvluo2i1ZKSViX\naOe51wURUjOdpOzu7PG5L95sF3ZR5EjhiEPHQVHiRIoKzuflhRBI5RvU3rk9oiw0cbji89LAzZu3\n2N3d5eUvf54f/KEfwDnD2toGt+uQ+vh0xvrGFntXrzKeFBinEAtcAzivc7PoyS2Gn5txWHxtMTRc\nFDlS1srJLUzTejdCzkPpF8ds0Zrc+mJIvLFF7oL/s37POdyC53oxXL54DH9tBucMtvbaG4ByvD1v\npgHwPM/9bzkYrnTpdGKO7x234yiFIAhChJD4Z5ijX3uDd+4e0e12fVh8IWXQjG9VVbVidk5Vaaqq\nxMq6DL7hHljDYDBoU1bN9x9UNt5wZIKac9N8R0qJdbZNoTipYPH7zmvw+M9ajIXprGQ1sUxqDaOb\nN27z+OUN1MPT6/BPxZYYtsQw/0H/xxLD3v0Y9lZNvi/aQ7HREtLvwuM4agetLDKSKCQQilmRc3Y6\nIoxqaf1GNNk6lFQ4Y2t+hF8Yaeo/MOxf4vojH2AySamcQNiSw9N7lOMx9swLrX30b38fmQ5xYoO1\nzVX+6T/6NYy+x1otvrx67RJ5nmG0wThNEPpzdNYRLjYZrTS6uWEOAjUHEK31uXYTizn5RvSsLaul\nQGtJWWq0LjCmAamCLJ3y2KOXGeX3MVlGEHZbLywMArIsZ9jr+8/mmiSJycsTosSLxl25coWbN2/x\n/X/9+xBC0+32uXvnPrrWNNLG8fxzL3AySjEiwFhBUp9XA0ylrlrPrslnL4bMF8Ph50LtC4TD2WxG\nGNbd7i1zTkvz2QUewWL4/k0gtQD87Vw658ktEkEbBHyzXtBFaxZlEAQoJXCu7l0nJKYybdNSAOPe\nuq+YqcejKAqE8m0rut0EbUuEaPRyJAhBGHpuSlnmRFHE7du+OXFRuHb+mLrbfdPiAuYgZUyBrXvE\nSQUKh3BNibpreSmNRlBzXy7aIocE5l58GIakuReb9GH/hoNUj6Fr/4cwmqC/yr3jM649ucn41H9k\nNi3p9kKcfndFtJYYtsSwetj8Z5cY9q7HsLdKs77pfrztT/4ZmnMOFQYY56jqRalERKR8bUFpCwZh\niNIOExkENdvfWAhDgigirSb0kh7lqOCpZ54F4N7BjI3tRxisz6ioOL5zSlVoPvvbn+Kzn/7nAIwq\ng80sdEr+m7/3v3P787+L07cp87qFQpBjjfdZhJAI55vAWuuoXMM9CFGBoigLhBRUZYWycZv3DZTv\n8t6o2GqtPTF2YfE0eWRjuozyfW7d2AdbIuoQ8f7+fQa9hEevbPD5FwOCIKIsy3aSdbtd0AajNZPZ\nlCKvCALJZDJFh/42v/LqTf6d7/woCEWU9Dk8OWFczcgnXvfn+We+jkmlcUTYqvLVYa7uocUceBog\n0tV8gV70BpvrhbnwoFzwTLrdhKIoCZRAV01/qgZU3lzl4/9+3oNQKmx1WxZBrTEh5p3uhZg/UHTd\nWsO3dpirDUshzvEGTKmphEMIr/wshCGIJXG377kKQD7LyLLMV/KEQcvviCJfoRIY33y2NBlKg+xv\nsrcWMM4caea9wck0IpA5tlqhCFKkc5SFI535B4NUhnTmhRGztGi9OGOrelz83XF2/gC09oL+jtFI\nLEkUMJ2VgGi9PqBtU9F41036odSWpNsHvBhkWeaEoULrkoAIFUpkPbaaslW2LqqcPJ+yub7OR55/\nmju/9nl/GpVhfwTb/Xla4t1gSwxbYtgSw95bGPZOukovdbSWtrSlLW1pS1va0v6M7OGIaOFzqkVR\ntMTI2ekEEzisKOn1euT5hCiIMKFmVvhdcpIkPqxpLRv9Le68cYePffSb2H30UQBe+vKvkVUpWxtD\nXrt1g9l0zM2XvsS91z/P7Ts3ALCmSyin/Oy//E1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ewwCQJUKAlJ5AKZUlrCx5qdm7sgfA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8491695f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## bbox image and sparse keypoints\n",
    "if dataset=='pascal3D':\n",
    "    save_name = class_name+'_'+subset\n",
    "else:\n",
    "    save_name = class_name\n",
    "img_loc = os.path.join('../data/real_data/',dataset,save_name,'images')\n",
    "keypoint_loc = os.path.join('../data/real_data/',dataset,save_name,'sparse_keypoints')\n",
    "img_list = os.listdir(keypoint_loc)\n",
    "i = np.random.choice(range(len(img_list)))\n",
    "sample = img_list[i]\n",
    "img = cv2.imread(os.path.join(img_loc,sample.split('.')[0]+'.png'))\n",
    "keypoints = np.load(os.path.join(keypoint_loc,sample))\n",
    "keypoints = keypoints.astype(int)\n",
    "m = 5\n",
    "plt.figure(figsize = (10,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(img[:,:,::-1])\n",
    "print(keypoints.shape)\n",
    "for i in range(keypoints.shape[0]):\n",
    "    img[keypoints[i,1]-m:keypoints[i,1]+m,keypoints[i,0]-m:keypoints[i,0]+m] = (0,255,0)\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(img[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f848c45b2d0>"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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c27swm4141guezrv+9JMAvPRHn8mRFY+OVeRDS8DQzC2VOOxk/I5VV9LMCtxa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\nnL5hmtvu6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0fbnEiVGc+a1A7VKXUPowerNHbvAKDd3UvvwEJc3zrqpW5Gjuyha/puLr/k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\nWiIiIiIN+V87WbESBaxKrQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f848c511c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## dense keypoints for real images\n",
    "if dataset=='pascal3D':\n",
    "    save_name = class_name+'_'+subset\n",
    "else:\n",
    "    save_name = class_name\n",
    "img_loc = os.path.join('../data/real_data/',dataset,save_name,'images')\n",
    "keypoint_loc = os.path.join('../data/real_data/',dataset,save_name,'dense_keypoints')\n",
    "img_list = os.listdir(keypoint_loc)\n",
    "i = np.random.choice(range(len(img_list)))\n",
    "sample = img_list[i]\n",
    "img = cv2.imread(os.path.join(img_loc,sample.split('.')[0]+'.png'))\n",
    "keypoints = np.load(os.path.join(keypoint_loc,sample))\n",
    "keypoints = keypoints.astype(int)\n",
    "m = 2\n",
    "plt.figure(figsize = (10,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(img[:,:,::-1])\n",
    "for i in range(keypoints.shape[1]):\n",
    "    img[keypoints[1,i]-m:keypoints[1,i]+m,keypoints[0,i]-m:keypoints[0,i]+m] = (255,255,0)\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(img[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Pose: Azimuth ', '120.653', ';Elevation ', '13.782', ';Tilt ', '367.341')\n"
     ]
    },
    {
     "data": {
      "image/png": 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17915i29/52XuH68zKCyJkDy5tGS2mXJYOQONhn9FlQK5uMB/qapfF5E58DUR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\ntmt7zP4/kLmfe+eM8V0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f31ed3b2090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## pose annotations\n",
    "img_list = open('../data/image_lists/pose/'+'_'.join([dataset,class_name,subset,'train_easy'])+'.txt').readlines()\n",
    "if dataset=='pascal3D':\n",
    "    save_name = class_name+'_'+subset\n",
    "else:\n",
    "    save_name = class_name\n",
    "img_loc = os.path.join('../data/real_data',dataset,save_name)\n",
    "i = np.random.choice(range(len(img_list)))\n",
    "sample = img_list[i]\n",
    "img = cv2.imread(os.path.join(img_loc,'images',sample.split(' ')[0]+'.png'))\n",
    "plt.imshow(img)\n",
    "pose = sample.split(' ')[1:]\n",
    "print('Pose: Azimuth ',pose[0],\";Elevation \",pose[1],';Tilt ',pose[2].strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 200)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f848905e1d0>"
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AZmZn+du//SKJRILly5fbHDh//MeHDlwWgGM06rDd+hWWd1gadtO/PDxn240v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\nRUREROQQJlpEREREDvn/REcITKE9pOAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8489163490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## dense keypoints for synthetic images\n",
    "img_loc = '../data/synthetic_data/render_final/'\n",
    "img_list = os.listdir(img_loc)\n",
    "keypoint_loc = '../data/synthetic_data/dense_keypoints/'\n",
    "i = np.random.choice(range(len(img_list)))\n",
    "sample = img_list[i]\n",
    "img = cv2.imread(os.path.join(img_loc,sample))\n",
    "keypoints = np.load(os.path.join(keypoint_loc,sample.split('.')[0]+'.npy'))\n",
    "keypoints = keypoints.astype(int)\n",
    "m = 2\n",
    "print(keypoints.shape)\n",
    "plt.figure(figsize = (10,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(img[:,:,::-1])\n",
    "for i in range(130):\n",
    "    img[keypoints[1,i]-m:keypoints[1,i]+m,keypoints[0,i]-m:keypoints[0,i]+m] = (0,255,0)\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(img[:,:,::-1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(540, 960)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8488e83a50>"
      ]
     },
     "execution_count": 308,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ppyqWyMo1cSHrxef+OuuSBp4YzVXglvCt//ZhTrr4AuppqErVYpUqhKzQNRi6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\nskREREQq8P8D5d2i0Uxb6rQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f84894e78d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## depth and alpha map\n",
    "depth_loc = '../data/synthetic_data/depth/'\n",
    "alpha_loc = '../data/synthetic_data/alpha/'\n",
    "img_list = os.listdir(depth_loc)\n",
    "i = np.random.choice(range(len(img_list)))\n",
    "sample = img_list[i]\n",
    "depth = run_proj.get_depthmap_from_exr(os.path.join(depth_loc,sample))\n",
    "print(depth.shape)\n",
    "depth = np.clip(depth[100:440,300:660],0,3.5)\n",
    "\n",
    "img_list = os.listdir(alpha_loc)\n",
    "sample = [i for i in img_list if sample[:-9] in i][0]\n",
    "alpha = np.load(os.path.join(alpha_loc,sample))\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(1,2,1).imshow(depth)\n",
    "plt.subplot(1,2,2).imshow(alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(224, 224, 2)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f84859f3ed0>"
      ]
     },
     "execution_count": 365,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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N5RitT2jCi4EpZpVIihJL9W2jbjvz+wjaVrlN3/77d6PuS4esbXRX8QC0wtxF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\nEEL+/9EIAAAL+rjpUG32pQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8485a5d090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## disparity map\n",
    "disparity_loc = '../data/synthetic_data/disparity/'\n",
    "img_list = os.listdir(disparity_loc)\n",
    "i = np.random.choice(range(len(img_list)))\n",
    "sample = img_list[i]\n",
    "disparity = np.load(os.path.join(disparity_loc,sample))\n",
    "print(disparity.shape)\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(1,2,1).imshow(disparity[:,:,0])\n",
    "plt.subplot(1,2,2).imshow(disparity[:,:,1])\n",
    "#plt.imshow(keypoints[:,:,1])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
